Sat.Jun 21, 2025

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Evaluating Long-Context Question & Answer Systems

Eugene Yan

eugeneyan Start Here Writing Speaking Prototyping About Evaluating Long-Context Question & Answer Systems [ llm eval survey ] · 28 min read While evaluating Q&A systems is straightforward with short paragraphs, complexity increases as documents grow larger. For example, lengthy research papers, novels and movies, as well as multi-document scenarios.

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Visual Proof of Bayes’ Theorem

Analytics Vidhya

Have you ever read about Bayes’ theorem and wondered why its proof is so mathematically dense? It’s indeed confusing. Imagine a picture where a canvas of shapes and colours is showing Bayesian reasoning with no equations involved. Now, you will be able to demystify Bayes’ Theorem with intuitive shapes and areas. This supports the fact […] The post Visual Proof of Bayes’ Theorem appeared first on Analytics Vidhya.

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First methane-powered sea spiders found crawling on the ocean floor

Hacker News

Scientists on the US West Coast say they discovered three previously unknown species of deep-sea spider that could have a rare diet fueled by a common greenhouse gas.

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Real-Time Pricing Pipeline Using AWS Lambda, EventBridge, and Redis

Analytics Vidhya

Imagine an e-commerce flash sale where thousands of customers rush to buy a limited-stock item. If the item’s price remains static while inventory plummets, the retailer might sell out too quickly and lose potential revenue. In fast-paced online retail, dynamic pricing – adjusting prices on the fly based on demand or stock – can be […] The post Real-Time Pricing Pipeline Using AWS Lambda, EventBridge, and Redis appeared first on Analytics Vidhya.

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Airflow Best Practices for ETL/ELT Pipelines

Speaker: Kenten Danas, Senior Manager, Developer Relations

ETL and ELT are some of the most common data engineering use cases, but can come with challenges like scaling, connectivity to other systems, and dynamically adapting to changing data sources. Airflow is specifically designed for moving and transforming data in ETL/ELT pipelines, and new features in Airflow 3.0 like assets, backfills, and event-driven scheduling make orchestrating ETL/ELT pipelines easier than ever!

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PyTorch Reshaping with None

Hacker News

Academic Blog 2025-06-21 · detorch PyTorch Reshaping with None Currently I am learning attention mechanism from Dive into Deep Learning book. In the book I see following implementation in masked softmax: def sequence_mask (X, valid_len, value = - 1e6 ): """ X is 2D array (number_of_points, maxlen), valid_len is 1D array (number_of_points)""" max_len = X. size( 1 ) mask = torch. arange(max_len, dtype = torch. float32, device = X. device)[ None , :] < valid_len[:, None ]

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n8n vs LangGraph: Which is Better?

Analytics Vidhya

Creating content can be time-consuming, but with the right tools, it becomes easier. n8n and LangGraph are two powerful tools for content workflow automation and enhancement. n8n offers a visual, no-code interface that’s great for quick and intuitive workflow building, while LangGraph is better suited for developers who want to create logic using LLMs.

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Canva is down but says it isn’t

Dataconomy

Users across the globe are reporting that the popular online design platform Canva is down, leaving many unable to access their work. Despite numerous user complaints, Canva’s official status page currently indicates that all systems are operational. Is Canva down: The answer is yes Many people who use Canva are reporting that the service is not working.

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The Mathematics of Juggling [video]

Hacker News

Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube.

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自由と統制:変化しながらもガバナンスを担保するための唯一無二のデータ分析プラットフォームとは

SAS Software

競争に勝つためのData & AI プラットフォームに完成はない 「ガウディとサグラダ・ファミリアに学ぶデータ分析基盤アーキテクチャのための原則」で考察したように、変化し続ける市場や消費者、経済環境において、企業・組織が意志決定する対象やその内容は刻々と変化していきます。また、よりよい意志決定のためのData & AI活用のためのテクノロジーも日々変化していきます。そのような環境においては、従来のようなある一時点のユーザー要件に基づいてData & AI環境を準備することは、企業・組織の俊敏性を損ない、まだ見ぬ将来への変化対応力(レジリエンシー)を弱め、結果として常に世の中のトレンドから大きく遅れた後追いのData & AI活用になってしまいます。例えば以下のような状況に陥っているとすると、それはその企業・組織の戦略がそのような常に後追いにしかならない方法論で進めていることになります。

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MCP is eating the world

Hacker News

Pricing Customers OpenAI Lithic Modern Treasury Cloudflare Mux Company About us Blog Careers Resources MCP Portal Documentation Changelog Contact sales Sign in All posts Subscribe via RSS Engineering June 21, 2025 MCP is eating the world—and it's here to stay Despite the hype, Model Context Protocol (MCP) isn’t magic or revolutionary. But, it’s simple, well-timed, and well-executed.

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Whats New in Apache Airflow 3.0 –– And How Will It Reshape Your Data Workflows?

Apache Airflow® 3.0, the most anticipated Airflow release yet, officially launched this April. As the de facto standard for data orchestration, Airflow is trusted by over 77,000 organizations to power everything from advanced analytics to production AI and MLOps. With the 3.0 release, the top-requested features from the community were delivered, including a revamped UI for easier navigation, stronger security, and greater flexibility to run tasks anywhere at any time.

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Mapping LLMs over excel saved my passion for game dev

Hacker News

Daniels Blog (map LLMs excel) saved my passion for game dev What? Recently I hit a code-block (like writers block except for code) in my game development experiment that I have been slowly doing over a few years now because I absolutely hated data entry. I built a battling card game, prototyped it offline using pen, paper and excel, before creating my game in Unity3d.

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Bill Atkinson: Polaroids Showing the Evolution of the Lisa GUI [video]

Hacker News

Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube.

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World Curling tightens sweeping rules, bans firmer broom foams ahead of Olympics

Hacker News

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